humanizer SKILL.md skillA

humanizer from borda/ai-rig is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add borda/ai-rig/humanizer@git:20261028.befaa29

Pins git:20261028.befaa29 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
borda/ai-rig
Path
plugins/cc_foundry/skills/humanizer/SKILL.md
Versions recorded
8
Latest version
git:20261028.befaa29, committed Oct 28, 2026
First version recorded
Jul 21, 2026
Size
7,629 bytes
Repository stars
31
License
Apache-2.0

Strip AI-writing tells from prose destined for humans — docs, PR/commit bodies, reports, release notes, blog posts, Slack/email drafts. Removes LLM-vocabulary clichés (delve, boasts, testament, underscore, robust, tapestry...), banned constructions (not just X but Y, rule-of-three triads, "-ing" superficial-analysis clauses, vague-attribution weasel words), and formatting tells (title-case headings, mechanical bolding, em-dash overuse, curly quotes, bare-bullet inline-header lists). TRIGGER…

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

<objective>

Detect and remove statistical AI-writing fingerprints from human-facing prose before it ships. Grounded in Wikipedia's crowd-sourced AI-detection corpus (`Wikipedia:Signs of AI writing`) — a maintained list of vocabulary, syntax, and formatting patterns over-represented in LLM output vs human baseline. Apply as a final pass, not a rewrite-from-scratch: preserve meaning, facts, structure; only excise the tells.

</objective>

<inputs>

- **text or file path to humanize**: optional. Inline text, or a file path (Markdown/plain text) to edit in place.
- **check `<file>`**: read-only mode — report findings, no editing.
- No argument: humanize the draft already composed earlier this turn (self-review pass) — only reachable when the model chooses to invoke this skill mid-task; no platform hook guarantees a pre-send interception, so treat this path as best-effort, not a hard gate.

</inputs>

<workflow>

## 1. Load the target text

- Inline text: work on it directly, no file I/O.
- File path: `Read` the file.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add borda/ai-rig/humanizer@sha256:6f3a31d1d56db370

The line at the top of this page pins the label git:20261028.befaa29, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_wsovcfpzglccxbst.svg)](https://markdownregistry.com/a/art_wsovcfpzglccxbst)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 8 versions of this file, between Jul 21, 2026 and Oct 28, 2026, about one every 14 days.

versioncommittedcommitsizeaudit
git:20261028.befaa29 latest2026-10-28 befaa29 7,629 BA view · diff
git:20261021.076157a2026-10-21 076157a 7,587 BA view · diff
git:20261021.7b6ff282026-10-21 7b6ff28 7,209 BA view · diff
git:20260923.39e3a482026-09-23 39e3a48 6,895 BA view · diff
git:20260918.49b42392026-09-18 49b4239 6,329 BA view · diff
git:20260821.d9793192026-08-21 d979319 6,434 BA view · diff
git:20260806.848a1702026-08-06 848a170 6,436 BA view · diff
git:20260721.0818ed32026-07-21 0818ed3 6,602 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (7629 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

borda/ai-rig · 31 stars · license Apache-2.0 · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_wsovcfpzglccxbst
GET https://markdownregistry.com/api/v1/resolve?ref=borda/ai-rig/humanizer
GET https://markdownregistry.com/api/v1/blob/6f3a31d1d56db370044071336beb0fc5f918615bbfff215254ffb666e5f5e1b7

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from borda/ai-rig

AGENTS.md AGENTS.md file
borda/ai-rig · AGENTS.md
git:20261101.17fd3ab · audit A · 31 stars
CLAUDE.md CLAUDE.md file
borda/ai-rig · CLAUDE.md
git:20261101.17fd3ab · audit A · 31 stars
AGENTS.md@benchmarks AGENTS.md file
borda/ai-rig · benchmarks/AGENTS.md
git:20260814.b9c6b5a · audit A · 31 stars
llms.txt@docs llms.txt file
borda/ai-rig · docs/llms.txt
git:20260814.1bd25c1 · audit A · 31 stars
AGENTS.md@plugins AGENTS.md file
borda/ai-rig · plugins/AGENTS.md
git:20261101.17fd3ab · audit A · 31 stars
CLAUDE.md@plugins CLAUDE.md file
borda/ai-rig · plugins/CLAUDE.md
git:20261102.52ad0cc · audit B · 31 stars
advise SKILL.md skill
borda/ai-rig · plugins/bridge_cc-codex/claude-skills/advise/SKILL.md · Ask Codex a read-only question with explicit model, effort, budget, and compact results.
git:20261025.90f4430 · audit A · 31 stars
cancel SKILL.md skill
borda/ai-rig · plugins/bridge_cc-codex/claude-skills/cancel/SKILL.md · Request cancellation of a running detached Codex bridge job.
git:20261021.7b6ff28 · audit A · 31 stars
implement SKILL.md skill
borda/ai-rig · plugins/bridge_cc-codex/claude-skills/implement/SKILL.md · Ask Codex for one bounded write-capable change with compact results.
git:20261025.90f4430 · audit A · 31 stars
result SKILL.md skill
borda/ai-rig · plugins/bridge_cc-codex/claude-skills/result/SKILL.md · Read a completed detached Codex bridge job's compact result.
git:20261021.7b6ff28 · audit A · 31 stars
review SKILL.md skill
borda/ai-rig · plugins/bridge_cc-codex/claude-skills/review/SKILL.md · Request a read-only adversarial Codex review with explicit model, effort, budget, and compact findings.
git:20261025.90f4430 · audit A · 31 stars
setup SKILL.md skill
borda/ai-rig · plugins/bridge_cc-codex/claude-skills/setup/SKILL.md · Configure, authenticate, repair, and verify the Claude Code to Codex Bridge; safe stages run by default and sensitive…
git:20261021.7b6ff28 · audit A · 31 stars

Every file in borda/ai-rig

Other files named humanizer

humanizer SKILL.md skill
bradygaster/squad · packages/squad-cli/templates/skills/humanizer/SKILL.md · Tone enforcement patterns for external-facing community responses
git:20260910.9cf5842 · audit A · 3,337 stars
humanizer SKILL.md skill
bradygaster/squad · packages/squad-sdk/templates/skills/humanizer/SKILL.md · Tone enforcement patterns for external-facing community responses
git:20260910.9cf5842 · audit A · 3,337 stars
humanizer SKILL.md skill
bradygaster/squad · .squad-templates/skills/humanizer/SKILL.md · Tone enforcement patterns for external-facing community responses
git:20260910.9cf5842 · audit A · 3,337 stars
humanizer SKILL.md skill
mateaix/mateclaw · mateclaw-server/src/main/resources/skills/humanizer/SKILL.md · Humanize text: strip AI-isms and add real voice.
v2.5.1 · audit A · 1,185 stars
humanizer SKILL.md skill
coco-research/coco · skills/humanizer/SKILL.md · Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and…
v2.8.0 · audit A · 797 stars
humanizer SKILL.md skill
countbot-ai/countbot · workspace/skills/humanizer-1.0.0/SKILL.md · Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and…
v2.1.1 · audit A · 783 stars
humanizer SKILL.md skill
cowork-os/cowork-os · resources/skills/humanizer/SKILL.md · Rewrite AI-generated text to sound natural and human-written. Removes LLM tells — cliché phrases, predictable…
v1.0.0 · audit A · 535 stars
humanizer SKILL.md skill
aboudjem/humanizer-skill · skills/humanizer/SKILL.md · Detects 55 AI writing patterns and rewrites text in five voice profiles so it reads like a specific human wrote it…
git:20260902.71a6abe · audit A · 301 stars

Browse by kind, by grade A, or by owner.